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Python: Resolve hanging issue in Jupyter notebooks when re-running as…
…ync functions (#4237) ### Motivation and Context Resolves #4137. The issue was that if you try to re-run the sample joke in the 00-getting-started notebook, the subsequent call to the joke hangs. <!-- Thank you for your contribution to the semantic-kernel repo! Please help reviewers and future users, providing the following information: 1. Why is this change required? 2. What problem does it solve? 3. What scenario does it contribute to? 4. If it fixes an open issue, please link to the issue here. --> ### Description There were issues when re-running asynchronous functions (`_invoke_semantic_async` and `_invoke_native_async`) due to improper handling of asyncio event loops in a multi-threaded env. Specifically, the code had an issue when an event loop was already running, leading to hanging or blocking behavior on subsequent runs. The change replaced the old code Python's ThreadPoolExecutor, which simplifies thread management. It handles the creation, execution, and cleanup of threads more efficiently and safely. The new `run_async_in_executor` method ensures that each async function runs in its own new event loop, avoiding conflicts with the main thread's event loop or other threads. <!-- Describe your changes, the overall approach, the underlying design. These notes will help understanding how your code works. Thanks! --> ### Contribution Checklist <!-- Before submitting this PR, please make sure: --> - [X] The code builds clean without any errors or warnings - [X] The PR follows the [SK Contribution Guidelines](https://github.com/microsoft/semantic-kernel/blob/main/CONTRIBUTING.md) and the [pre-submission formatting script](https://github.com/microsoft/semantic-kernel/blob/main/CONTRIBUTING.md#development-scripts) raises no violations - [X] All unit tests pass, and I have added new tests where possible - [X] I didn't break anyone 😄 --------- Co-authored-by: Evan Mattson <evan.mattson@microsoft.com>
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